Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
Speaker identification and verification using Gaussian mixture speaker models
Speech Communication
A trainable document summarizer
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Generating summaries of multiple news articles
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic text structuring and summarization
Information Processing and Management: an International Journal - Special issue: methods and tools for the automatic construction of hypertext
The use of MMR, diversity-based reranking for reordering documents and producing summaries
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Summarizing text documents: sentence selection and evaluation metrics
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
New Methods in Automatic Extracting
Journal of the ACM (JACM)
Summarizing Similarities and Differences Among Related Documents
Information Retrieval
Generic text summarization using relevance measure and latent semantic analysis
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
A new approach to unsupervised text summarization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Text summarization via hidden Markov models
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Advances in Automatic Text Summarization
Advances in Automatic Text Summarization
Using hidden Markov modeling to decompose human-written summaries
Computational Linguistics - Summarization
Chinese Text Summarization Using a Trainable Summarizer and Latent Semantic Analysis
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
Text summarization using a trainable summarizer and latent semantic analysis
Information Processing and Management: an International Journal - Special issue: An Asian digital libraries perspective
Effects of Phoneme Type and Frequency on Distributed Speaker Identification and Verification
IEICE - Transactions on Information and Systems
Information Processing and Management: an International Journal
The use of domain-specific concepts in biomedical text summarization
Information Processing and Management: an International Journal
Generating gene summaries from biomedical literature: A study of semi-structured summarization
Information Processing and Management: an International Journal
Task-based evaluation of text summarization using Relevance Prediction
Information Processing and Management: an International Journal
Older versions of the ROUGEeval summarization evaluation system were easier to fool
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
Satisfying information needs with multi-document summaries
Information Processing and Management: an International Journal
Supervised automatic evaluation for summarization with voted regression model
Information Processing and Management: an International Journal
Multi-candidate reduction: Sentence compression as a tool for document summarization tasks
Information Processing and Management: an International Journal
Discriminative sentence compression with conditional random fields
Information Processing and Management: an International Journal
Beyond SumBasic: Task-focused summarization with sentence simplification and lexical expansion
Information Processing and Management: an International Journal
Document concept lattice for text understanding and summarization
Information Processing and Management: an International Journal
Two uses of anaphora resolution in summarization
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
User-model based personalized summarization
Information Processing and Management: an International Journal
Using coreference chains for text summarization
CorefApp '99 Proceedings of the Workshop on Coreference and its Applications
LexRank: graph-based lexical centrality as salience in text summarization
Journal of Artificial Intelligence Research
The automatic creation of literature abstracts
IBM Journal of Research and Development
Swarm Diversity Based Text Summarization
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Automatic summarization of cricket video events using genetic algorithm
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Fuzzy swarm diversity hybrid model for text summarization
Information Processing and Management: an International Journal
A risk minimization framework for extractive speech summarization
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Expert Systems with Applications: An International Journal
Applied Computational Intelligence and Soft Computing
Information Processing and Management: an International Journal
MCMR: Maximum coverage and minimum redundant text summarization model
Expert Systems with Applications: An International Journal
Summarisation of the logical structure of XML documents
Information Processing and Management: an International Journal
CDDS: Constraint-driven document summarization models
Expert Systems with Applications: An International Journal
Multiple documents summarization based on evolutionary optimization algorithm
Expert Systems with Applications: An International Journal
Opposition differential evolution based method for text summarization
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
A cross-media evolutionary timeline generation framework based on iterative recommendation
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Use of genetic algorithm for cohesive summary extraction to assist reading difficulties
Applied Computational Intelligence and Soft Computing
A new benchmark dataset with production methodology for short text semantic similarity algorithms
ACM Transactions on Speech and Language Processing (TSLP)
Extractive single-document summarization based on genetic operators and guided local search
Expert Systems with Applications: An International Journal
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This work proposes an approach to address the problem of improving content selection in automatic text summarization by using some statistical tools. This approach is a trainable summarizer, which takes into account several features, including sentence position, positive keyword, negative keyword, sentence centrality, sentence resemblance to the title, sentence inclusion of name entity, sentence inclusion of numerical data, sentence relative length, Bushy path of the sentence and aggregated similarity for each sentence to generate summaries. First, we investigate the effect of each sentence feature on the summarization task. Then we use all features in combination to train genetic algorithm (GA) and mathematical regression (MR) models to obtain a suitable combination of feature weights. Moreover, we use all feature parameters to train feed forward neural network (FFNN), probabilistic neural network (PNN) and Gaussian mixture model (GMM) in order to construct a text summarizer for each model. Furthermore, we use trained models by one language to test summarization performance in the other language. The proposed approach performance is measured at several compression rates on a data corpus composed of 100 Arabic political articles and 100 English religious articles. The results of the proposed approach are promising, especially the GMM approach.